{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <div align='center'>第3章 假设检验</div>\n",
    "### 内容<br>\n",
    " <div align='left'>                  \n",
    "     <font color='steelblue' size=4>\n",
    "       3.1 基本原理<br><br>\n",
    "       3.2 参数检验<br><br>\n",
    "       </font>\n",
    "       </div>\n",
    "       \n",
    "#####  说明：还有非常重要的非参数检验，将在《第8章 非参数统计》中讲解。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------------------"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 基本原理<br>\n",
    "\n",
    "### 3.1.1 概念\n",
    "\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1.2 假设检验的步骤\n"
   ]
  },
  {
   "attachments": {
    "3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C1_4.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  示例：\n",
    "![3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C1_4.jpg](attachment:3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C1_4.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以设定原假设为:次品率小于等于0.01，如抽中的100件样品中存在3个次品能否满足原假设？<br>\n",
    "\n",
    "计算次品率为0.01时，100个样品中存在3个及以上次品的概率$P_{p=0.01}$(X$\\geq$3)是多少？\n",
    "  <br>计算结果分为两种情况解读：<br>\n",
    "\n",
    "  (1) 如果概率很小，说明发生3个次品的概率非常小。但事实是仍在100个样品中抽中3个或以上的次品，\n",
    "\n",
    "也就是说发生了小概率的事件，从反面说明次品率为0.01假设不可靠。这是反证法。\n",
    "\n",
    "  (2) 如果概率较大，说明假设0.01次品率的情况下，有很大概率抽中3个或以上的次品，\n",
    "\n",
    "从正面说明0.01次品率的假设比较可靠。\n",
    "\n",
    "概率到底要小的何种程度才可以拒绝原假设，或大到何种程度才不拒绝原假设？\n",
    "\n",
    "通过显著性水平𝛼的值确定：\n",
    "\n",
    "严格一点设为0.01或以下；宽松一点设为0.1；最常用值为0.05。\n",
    "\n",
    "按照显著性水平0.1的标准，概率0.08足以拒绝原假设。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第一种方法计算p(x>=3)： 0.07937320225218047\n",
      "\n",
      "第二种方法计算p(x>=3)： 0.07937320225218034\n",
      "\n",
      "第三种方法计算p(x>=3)： 0.07937320225218046\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "如何计算在假设次品率为0.01的情况下，抽中3个以上次品的概率是多少\n",
    "这是典型的二项分布问题，是一种离散型随机变量的分布模型\n",
    "从代码中可以看出，该概率为0.07937320225218047，约等于0.08\n",
    "概率很小，说明原假设p<=0.01很可疑，应该拒绝原假设\n",
    "'''\n",
    "import numpy as np\n",
    "import scipy.stats as st\n",
    "from  collections import namedtuple \n",
    "#第一种方法：计算次品个数为0、1、2个的概率之和，然后用1-概率和，即可得出。\n",
    "#p1 = 1-(st.binom.pmf(0,100,0.01)+st.binom.pmf(1,100,0.01)+st.binom.pmf(2,100,0.01)\n",
    "p1 = 1-st.binom.cdf(2,100,0.01)#1-次品个数<=2的累积分布函数\n",
    "print('第一种方法计算p(x>=3)：',p1)\n",
    "#第二种方法：计算3个次品的概率质量函数+3个以上次品的生存函数\n",
    "p2 = st.binom.pmf(3,100,0.01)+st.binom.sf(3,100,0.01)\n",
    "print('\\n第二种方法计算p(x>=3)：',p2)\n",
    "#第三种方法：通过生存函数计算\n",
    "p3 = st.binom.sf(2,100,0.01)\n",
    "print('\\n第三种方法计算p(x>=3)：',p3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 参数检验\n",
    "主要对服从正态分布的总体进行参数检验，检验对象包括正态分布样本的均值$\\mu$与方差$\\sigma^2$两个参数。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2.1 正态总体均值$\\mu$的假设检验\n",
    "\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 补充：$P$值的意义与计算过程\n",
    "前文中的单个正态总体的均值检验为例，其拒绝域一般为某个值大于或小于特定值，准确来说是某个值大于或小于特定值的概率。这个概率就是$P$值，然后将$P$值和显著性水平$\\alpha$比较，如果小于$\\alpha$，则拒绝原假设。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "P值计算公式。\n",
    "注意函数使用了参数组，*params表示元组，可以是传入多个实参。\n",
    "'''\n",
    "def pvalue(cdf,x,*params,side='two-sided'):\n",
    "    n=len(params)    \n",
    "    P=None\n",
    "    if n==0:\n",
    "        P=cdf(x)\n",
    "    elif n==1:\n",
    "        P=cdf(x,params[0])\n",
    "    elif n==2:\n",
    "        P=cdf(x,params[0],params[1])\n",
    "    elif n==3:\n",
    "        P=cdf(x,params[0],params[1],params[2])\n",
    "    else:\n",
    "        raise Exception(\"Params is wrong!\")\n",
    "    ###以备择假设作为标准确定是检验哪一边\n",
    "    #R语言习惯用法\n",
    "    if side=='less':#备择假设：总体均值小于mu\n",
    "        P=P\n",
    "    elif side=='greater':#备择假设：总体均值大于mu\n",
    "        P = 1-P\n",
    "    elif side=='two-sided':#备择假设：总体均值不等于mu\n",
    "        if P<1/2: \n",
    "            P=2*P            \n",
    "        else: \n",
    "            P=2*(1-P)\n",
    "    return P"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "单正态总体的均值检验。\n",
    "'''\n",
    "from collections import namedtuple\n",
    "MTResultSet = namedtuple('MTResultSet',['Mean','DF','Statistic','P_value'])\n",
    "def mean_test(x,mu=0,sigma=-1,side='two-sided'):\n",
    "    n=len(x)\n",
    "    mx=np.mean(x)\n",
    "    if sigma>0:\n",
    "        z=(mx-mu)/(sigma/np.sqrt(n))\n",
    "        P=pvalue(st.norm.cdf,z,side=side)\n",
    "        result=MTResultSet(Mean=np.round(mx,6),DF=n,\n",
    "                           Statistic='Z={}'.format(np.round(z,6)),P_value=P)\n",
    "    else:\n",
    "        t=(mx-mu)/(st.tstd(x)/np.sqrt(n))\n",
    "        P=pvalue(st.t.cdf,t,n-1,side=side)\n",
    "        result=MTResultSet(Mean=np.round(mx,6),DF=n-1,\n",
    "                           Statistic='t={}'.format(np.round(t,6)),P_value=P)\n",
    "    return result"
   ]
  },
  {
   "attachments": {
    "3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C2_13.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 示例：\n",
    "![3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C2_13.jpg](attachment:3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C2_13.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原假设元件平均寿命<225检验： MTResultSet(Mean=241.5, DF=15, Statistic='t=0.668518', P_value=0.2569800715875836)\n",
      "原假设元件平均寿命<100检验： MTResultSet(Mean=241.5, DF=15, Statistic='t=5.733046', P_value=1.979644798266733e-05)\n",
      "原假设元件平均寿命=225检验： MTResultSet(Mean=241.5, DF=15, Statistic='t=0.668518', P_value=0.5139601431751673)\n",
      "原假设元件平均寿命=100检验： MTResultSet(Mean=241.5, DF=15, Statistic='t=5.733046', P_value=3.959289596533466e-05)\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "验证样本数据的平均值是否等于、大于或小于某个特定值\n",
    "'''\n",
    "x=np.array([159, 280, 101, 212, 224, 379, 179, 264,\n",
    "            222, 362, 168, 250, 149, 260, 485, 170])\n",
    "\n",
    "#原假设：元件平均寿命<225,P值远大于0.05，所以不能拒绝原假设\n",
    "#side=‘greater’\n",
    "print('原假设元件平均寿命<225检验：',mean_test(x,mu=225,side='greater'))\n",
    "#举个极端例子,原假设:元件平均寿命<100,P值远小于0.05,所以拒绝原假设\n",
    "#即认为元件的平均寿命不可能小于100\n",
    "print('原假设元件平均寿命<100检验：',mean_test(x,mu=100,side= 'greater'))\n",
    "\n",
    "#元件平均寿命=225检验\n",
    "print('原假设元件平均寿命=225检验：',mean_test(x,mu=225,side='two-sided'))\n",
    "#极端例子：平均寿命=100\n",
    "print('原假设元件平均寿命=100检验：',mean_test(x,mu=100,side='two-sided'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.131449545559323, 1.7530503556925547)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "通过拒绝域的方式进行检验。\n",
    "\n",
    "'''\n",
    "###alpha=0.5,alpha/2的上分位数\n",
    "#通过0.975计算下分位数\n",
    "T_alpha2=st.t.ppf(0.975,len(x)-1)\n",
    "T_alpha=st.t.ppf(0.95,len(x)-1)\n",
    "T_alpha2,T_alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_1sampResult(statistic=0.6685176967463559, pvalue=0.5139601431751674)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "用scipy的函数进行检验,零件的平均寿命是否等于255\n",
    "\n",
    "'''\n",
    "st.ttest_1samp(x,225)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "第2章的置信区间计算公式:side='two-sided'表示双侧置信区间，\n",
    "                    'upper'表示单侧置信上限，'lower'表示单侧置信下限。\n",
    "'''\n",
    "\n",
    "UniMuResultSet = namedtuple('UniMuResultSet',['Mean','DF','Lower','Upper'])\n",
    "def interval_mu4(x, sigma=-1,side='two-sided',alpha=0.05):\n",
    "    n=len(x)\n",
    "    mx=np.mean(x)\n",
    "    if sigma>0:#已知总体方差\n",
    "        if side=='upper':#单侧置信上限\n",
    "            tmp=sigma/np.sqrt(n)*st.norm.ppf(1-alpha)\n",
    "            lower=float('-Inf')\n",
    "            upper=mx+tmp\n",
    "        elif side=='lower':#单侧置信下限\n",
    "            tmp=sigma/np.sqrt(n)*st.norm.ppf(1-alpha)\n",
    "            lower=mx-tmp\n",
    "            upper=float('Inf')\n",
    "        else:#双侧置信区间\n",
    "            #当进行双侧置信区间估计时，分位数的概率为1-alpha/2或alpha/2\n",
    "            tmp=sigma/np.sqrt(n)*st.norm.ppf(1-alpha/2)\n",
    "            lower=mx-tmp\n",
    "            upper=mx+tmp\n",
    "        df=n\n",
    "    else:#总体方差未知\n",
    "        if side=='upper':#置信上限\n",
    "            tmp=st.tstd(x)/np.sqrt(n)*st.t.ppf(1-alpha,n-1)\n",
    "            lower=float('-Inf')\n",
    "            upper=mx+tmp\n",
    "        elif side=='lower':#单侧置信下限\n",
    "            tmp=st.tstd(x)/np.sqrt(n)*st.t.ppf(1-alpha,n-1)\n",
    "            lower=mx-tmp\n",
    "            upper=float('Inf')\n",
    "        elif side=='two-sided':#双侧置信区间\n",
    "            #当进行双侧置信区间估计时，分位数的概率为1-alpha/2或alpha/2\n",
    "            tmp=st.tstd(x)/np.sqrt(n)*st.t.ppf(1-alpha/2,n-1)\n",
    "            lower=mx-tmp\n",
    "            upper=mx+tmp\n",
    "        df=n-1\n",
    "    return UniMuResultSet(Mean=mx,DF=df,Lower=np.round(lower,6),Upper=np.round(upper,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(UniMuResultSet(Mean=241.5, DF=15, Lower=188.89269, Upper=294.10731),\n",
       " UniMuResultSet(Mean=241.5, DF=15, Lower=198.232139, Upper=inf),\n",
       " UniMuResultSet(Mean=241.5, DF=15, Lower=-inf, Upper=284.767861))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#元件平均寿命的双侧置信区间，单侧置信区间的下限和上限\n",
    "interval_mu4(x,side='two-sided'),interval_mu4(x,side='lower'),interval_mu4(x,side='upper')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （2）两个总体$X$,$Y$的均值假设检验\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "两总体的均值检验，一般检验二者是否相等，或者大、小\n",
    "'''\n",
    "DMTResultSet = namedtuple('DMTResultSet',['Mean','DF','Statistic','P_value'])\n",
    "def mean_test2(x,y,sigma=np.array([-1,-1]),vareq=False,side='two-sided'):\n",
    "    n1=len(x)\n",
    "    n2=len(y)\n",
    "    mx=np.mean(x)\n",
    "    my=np.mean(y)\n",
    "    if np.all(sigma>0): #已知总体方差\n",
    "        z=(mx-my)/np.sqrt(sigma[0]**2/n1+sigma[1]**2/n2)\n",
    "        P=pvalue(st.norm.cdf,z,side=side)\n",
    "        result=DMTResultSet(Mean=mx-my,DF=n1+n2,Statistic='Z={}'.format(z),P_value=P)\n",
    "    else:\n",
    "        if vareq:#总体方差未知，且X,Y的方差相等\n",
    "            sw=np.sqrt(((n1-1)*st.tvar(x)+(n2-1)*st.tvar(y))/(n1+n2-2))\n",
    "            t=(mx-my)/(sw*np.sqrt(1/n1+1/n2))\n",
    "            nu=n1+n2-2 #t检验的自由度\n",
    "        else:#总体方差位置，且X,Y的方差不相等\n",
    "            s1=st.tvar(x) #用样本方差代替\n",
    "            s2=st.tvar(y)\n",
    "            \n",
    "            #求t检验的自由度\n",
    "            nu=(s1/n1+s2/n2)**2/(s1**2/n1**2/(n1-1)+s2**2/n2**2/(n2-1))\n",
    "            t=(mx-my)/np.sqrt(s1/n1+s2/n2)\n",
    "        P=pvalue(st.t.cdf,t,nu,side=side)\n",
    "        result=DMTResultSet(Mean=mx-my,DF=nu,Statistic='t={}'.format(t),P_value=P)\n",
    "    return result"
   ]
  },
  {
   "attachments": {
    "3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C3_10.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 示例：\n",
    "![3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C3_10.jpg](attachment:3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C3_10.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(DMTResultSet(Mean=-3.200000000000017, DF=18, Statistic='t=-4.295742770569863', P_value=0.0002175927367919799),\n",
       " DMTResultSet(Mean=-3.200000000000017, DF=18, Statistic='t=-4.295742770569863', P_value=0.999782407263208),\n",
       " DMTResultSet(Mean=-3.200000000000017, DF=18, Statistic='t=-4.295742770569863', P_value=0.0004351854735839598))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "根据示例要求，是要检验新方法的得率是否大于（高于）标准方法的得率。\n",
    "通过总体的均值检验可以解决这个问题。\n",
    "'''\n",
    "x=np.array([78.1,72.4,76.2,74.3,77.4,78.4,76.0,75.5,76.7,77.3])\n",
    "y=np.array([79.1,81.0,77.3,79.1,80.0,79.1,79.1,77.3,80.2,82.1])\n",
    "#假设二者的方差相等，原假设分别为：u1>u2，u1<u2，u1=u2\n",
    "mean_test2(x,y,vareq=True,side='less'),mean_test2(x,y,vareq=True,side='greater'),\\\n",
    "mean_test2(x,y,vareq=True,side='two-sided')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DMTResultSet(Mean=-3.200000000000017, DF=17.319431021959662, Statistic='t=-4.295742770569864', P_value=0.0004709630861575936)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###假设二者的方差不相等，使用自定义函数进行双边检验\n",
    "mean_test2(x,y,vareq=False,side='two-sided')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Ttest_indResult(statistic=-4.295742770569864, pvalue=0.00043518547358395936),\n",
       " Ttest_indResult(statistic=-4.295742770569864, pvalue=0.0004709630861575945))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###使用scipy的ttest_ind\n",
    "\n",
    "st.ttest_ind(x,y,equal_var=True),st.ttest_ind(x,y,equal_var=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(DMTResultSet(Mean=-3.200000000000017, DF=17.319431021959662, Statistic='t=-4.295742770569864', P_value=0.0002354815430787968),\n",
       " DMTResultSet(Mean=-3.200000000000017, DF=17.319431021959662, Statistic='t=-4.295742770569864', P_value=0.9997645184569212),\n",
       " DMTResultSet(Mean=-3.200000000000017, DF=17.319431021959662, Statistic='t=-4.295742770569864', P_value=0.0004709630861575936))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#假设二者的方差不相等，原假设分别为：u1>u2，u1<u2，u1=u2\n",
    "mean_test2(x,y,vareq=False,side='less'),mean_test2(x,y,vareq=False,side='greater'),\\\n",
    "mean_test2(x,y,vareq=False,side='two-sided')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(DsMuResultSet(Mean=-3.2, DF=17.319431, Lower=-inf, Upper=-1.9055),\n",
       " DsMuResultSet(Mean=-3.2, DF=18, Lower=-inf, Upper=-1.908255),\n",
       " DsMuResultSet(Mean=-3.2, DF=17.319431, Lower=-4.769446, Upper=-1.630554),\n",
       " DsMuResultSet(Mean=-3.2, DF=18, Lower=-4.765026, Upper=-1.634974))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "利用interval_mu5(x,y)函数估计两个总体均值差的单侧置信区间上限\n",
    "'''\n",
    "DsMuResultSet = namedtuple('DsMuResultSet',['Mean','DF','Lower','Upper'])\n",
    "def interval_mu5(x,y, sigma=np.array([-1,-1]),vareq=False,side='two-sided',alpha=0.05):\n",
    "    n1=len(x)\n",
    "    n2=len(y)\n",
    "    mx=np.mean(x)\n",
    "    my=np.mean(y)\n",
    "    diff=mx-my\n",
    "    if np.all(sigma>=0):\n",
    "        if side=='upper':#置信上限\n",
    "            tmp=st.norm.ppf(1-alpha)*np.sqrt(sigma[0]**2/n1+sigma[1]**2/n2)\n",
    "            lower=float('-Inf')\n",
    "            upper=diff+tmp\n",
    "        elif side=='lower':\n",
    "            tmp=st.norm.ppf(1-alpha)*np.sqrt(sigma[0]**2/n1+simga[1]**2/n2)\n",
    "            lower=diff-tmp\n",
    "            upper=float('Inf')\n",
    "        elif side=='two-sided':\n",
    "            tmp=st.norm.ppf(1-alpha/2)*np.sqrt(sigma[0]**2/n1+sigma[1]**2/n2)\n",
    "            lower=diff-tmp\n",
    "            upper=diff+tmp\n",
    "        df=n1+n2\n",
    "    else:\n",
    "        if vareq:\n",
    "            sw=((n1-1)*st.tvar(x)+(n2-1)*st.tvar(y))/(n1+n2-2)\n",
    "            if side=='upper':\n",
    "                tmp=np.sqrt(sw*(1/n1+1/n2))*st.t.ppf(1-alpha,n1+n2-2)\n",
    "                lower=float('-Inf')\n",
    "                upper=diff+tmp\n",
    "            elif side=='lower':\n",
    "                tmp=np.sqrt(sw*(1/n1+1/n2))*st.t.ppf(1-alpha,n1+n2-2)\n",
    "                lower=diff-tmp\n",
    "                upper=float('Inf')\n",
    "            elif side=='two-sided':\n",
    "                tmp=np.sqrt(sw*(1/n1+1/n2))*st.t.ppf(1-alpha/2,n1+n2-2)\n",
    "                lower=diff-tmp\n",
    "                upper=diff+tmp\n",
    "            df=n1+n2-2\n",
    "        else:\n",
    "            s1=st.tvar(x)\n",
    "            s2=st.tvar(y)\n",
    "            nu=(s1/n1+s2/n2)**2/(s1**2/n1**2/(n1-1)+s2**2/n2**2/(n2-1))\n",
    "            if side=='upper':\n",
    "                tmp=st.t.ppf(1-alpha,nu)*np.sqrt(s1/n1+s2/n2)\n",
    "                lower=float('-Inf')\n",
    "                upper=diff+tmp\n",
    "            elif side=='lower':\n",
    "                tmp=st.t.ppf(1-alpha,nu)*np.sqrt(s1/n1+s2/n2)\n",
    "                lower=diff-tmp\n",
    "                upper=float('Inf')\n",
    "            elif side=='two-sided':\n",
    "                tmp=st.t.ppf(1-alpha/2,nu)*np.sqrt(s1/n1+s2/n2)\n",
    "                lower=diff-tmp\n",
    "                upper=diff+tmp\n",
    "            df=nu\n",
    "    return DsMuResultSet(Mean=np.round(diff,6),\n",
    "                         DF=np.round(df,6),\n",
    "                         Lower=np.round(lower,6),\n",
    "                         Upper=np.round(upper,6))\n",
    "##在方差不等和相等的情况下求均值差的单侧置信上限和双侧置信区间\n",
    "interval_mu5(x,y,side='upper'),interval_mu5(x,y,vareq=True,side='upper'),\\\n",
    "interval_mu5(x,y,side='two-sided'),interval_mu5(x,y,vareq=True,side='two-sided')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MTResultSet(Mean=-3.2, DF=9, Statistic='t=-4.201806', P_value=0.0011502667815299372)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "成对数据的均值差检验，可以应用一个总体单侧检验方式，第一个参数：x-y，第二个参数mu=0\n",
    "\n",
    "'''\n",
    "mean_test(x-y,mu=0,side='less')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2.2 正态总体方差的假设检验<br>\n",
    "\n",
    "#### (1) 单个总体的情况\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "方差检验，分为均值已知和未知\n",
    "'''\n",
    "VTResultSet = namedtuple('VTResultSet',['Var','DF','Chisq2','P_value'])\n",
    "def var_test(x, sigma2=1, mu=float('Inf'),side='two-sided'):\n",
    "    n=len(x)\n",
    "    if mu<float('Inf'):\n",
    "        s2=np.sum((x-mu)**2)/n\n",
    "        df=n\n",
    "    else:\n",
    "        s2=st.tvar(x)\n",
    "        df=n-1\n",
    "    ch2=df*s2/sigma2\n",
    "    P=pvalue(st.chi2.cdf,ch2,df,side=side)\n",
    "    return VTResultSet(Var=s2,DF=df,Chisq2=ch2,P_value=P)\n"
   ]
  },
  {
   "attachments": {
    "3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C4_7.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "示例：\n",
    "![3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C4_7.jpg](attachment:3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C4_7.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MTResultSet(Mean=149.5, DF=20, Statistic='Z=0.258199', P_value=0.7962534147376392)\n",
      "MTResultSet(Mean=149.5, DF=19, Statistic='t=0.253613', P_value=0.8025186056918332)\n",
      "VTResultSet(Var=74.1, DF=20, Chisq2=19.76, P_value=0.9460601361279235)\n",
      "VTResultSet(Var=77.73684210526316, DF=19, Chisq2=19.693333333333335, P_value=0.8264784681893849)\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "均值与方差检验。\n",
    "'''\n",
    "x=np.array([136,144,143,157,137,159,135,158,147,165,\n",
    "            158,142,159,150,156,152,140,149,148,155])\n",
    "###方差已知，检验均值=149\n",
    "print(mean_test(x,mu=149,sigma=75**0.5))\n",
    "###方差未知，检验均值=149\n",
    "print(mean_test(x,mu=149))\n",
    "\n",
    "###均值已知，检验方差=75\n",
    "print(var_test(x,sigma2=75,mu=149))\n",
    "###均值未知，检验方差=75\n",
    "print(var_test(x,sigma2=75))\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (2) 两个总体的情况\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "两个总体方差检验函数\n",
    "'''\n",
    "DVTResultSet = namedtuple('DVTResultSet',['VRate','DF1','DF2','F','P_value'])\n",
    "def var_test2(x,y,mu=np.array([float('Inf'),float('Inf')]),side='two-sided'):\n",
    "    n1=len(x)\n",
    "    n2=len(y)\n",
    "    if np.all(mu<float('Inf')):\n",
    "        sx2=np.sum((x-mu[0])**2)/n1\n",
    "        sy2=np.sum((y-mu[1])**2)/n2\n",
    "        df1=n1\n",
    "        df2=n2\n",
    "    else:\n",
    "        sx2=st.tvar(x)\n",
    "        sy2=st.tvar(y)\n",
    "        df1=n1-1\n",
    "        df2=n2-1\n",
    "    rate=sx2/sy2\n",
    "    P=pvalue(st.f.cdf,rate,df1,df2,side=side)\n",
    "    return DVTResultSet(VRate=rate,DF1=df1,DF2=df2,F=rate,P_value=P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 示例：使用前文中的平炉炼钢数据进行方差的假设检验\n",
    "   <div align='center'>$H_0$: $\\sigma^2_1$ $=$ $\\sigma^2_2$ , $H_1$: $\\sigma^2_1$ $\\neq$ $\\sigma^2_2$\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方差检验的结果： DVTResultSet(VRate=1.494480795165075, DF1=9, DF2=9, F=1.494480795165075, P_value=0.5590224224669993)\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'interval_var4' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-20-644ed0a2d9f2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;31m###使用第2章interval_var4函数估计双侧置信区间\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m \u001b[1;31m###方差比1包含在置信区间内，所以不能拒绝方差相等的原假设。\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'\\n方差比的双侧置信区间：'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minterval_var4\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'interval_var4' is not defined"
     ]
    }
   ],
   "source": [
    "'''\n",
    "新旧两个平炉炼钢的方差比较,\n",
    "P值远大于0.05，很显然无法拒绝原假设，即方差相等\n",
    "'''\n",
    "x=np.array([78.1,72.4,76.2,74.3,77.4,78.4,76.0,75.5,76.7,77.3])\n",
    "y=np.array([79.1,81.0,77.3,79.1,80.0,79.1,79.1,77.3,80.2,82.1])\n",
    "\n",
    "###检验方差相等的原假设，不拒绝原假设，即方差相等\n",
    "print('方差检验的结果：',var_test2(x,y))\n",
    "\n",
    "###使用第2章interval_var4函数估计双侧置信区间\n",
    "###方差比1包含在置信区间内，所以不能拒绝方差相等的原假设。\n",
    "print('\\n方差比的双侧置信区间：',interval_var4(x,y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "比较两个样本数据测量的误差大小，特别是方差比的单侧置信下限、上限\n",
    "'''\n",
    "DsVRateResultSet = namedtuple('DsVRateResultSet',['Rate','DF1','DF2','Lower','Upper'])\n",
    "def interval_var4(x,y,mu=np.array([float('Inf'),float('Inf')]),side='two-sided',alpha=0.05):\n",
    "    n1=len(x)\n",
    "    n2=len(y)\n",
    "    if np.all(mu<float('Inf')):\n",
    "        sx2=1/n1*np.sum((x-mu[0])**2)\n",
    "        df1=n1\n",
    "        sy2=1/n2*np.sum((y-mu[1])**2)\n",
    "        df2=n2\n",
    "    else:\n",
    "        sx2=st.tvar(x)\n",
    "        sy2=st.tvar(y)\n",
    "        df1=n1-1\n",
    "        df2=n2-1\n",
    "    rate=sx2/sy2\n",
    "    if side=='upper':\n",
    "        lower=0\n",
    "        upper=rate/st.f.ppf(alpha,df1,df2)\n",
    "    elif side=='lower':\n",
    "        lower=rate/st.f.ppf(1-alpha,df1,df2)\n",
    "        upper=float('Inf')\n",
    "    elif side=='two-sided':\n",
    "        lower=rate/st.f.ppf(1-alpha/2,df1,df2)\n",
    "        upper=rate/st.f.ppf(alpha/2,df1,df2)\n",
    "    \n",
    "    return DsVRateResultSet(Rate=np.round(rate,6),\n",
    "                            DF1=df1,DF2=df2,\n",
    "                            Lower=np.round(lower,6),\n",
    "                            Upper=np.round(upper,6))    "
   ]
  },
  {
   "attachments": {
    "3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C6_1.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2.3 二项分布总体的假设检验\n",
    "#### 示例：\n",
    "![3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C6_1.jpg](attachment:3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C6_1.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "检验结果的P值： 0.012066383397268909\n"
     ]
    }
   ],
   "source": [
    "##P值小于0.05，所以拒绝原假设：=0.85\n",
    "print('检验结果的P值：',st.binom_test(445,500,0.85))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "#####  二项分布的比例置信区间计算方式有两种\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta分布置信区间的计算结果：[0.8592342,0.9160509]\n",
      "\n",
      "标准正态分布置信区间的计算结果：[0.8593853,0.9146678]\n"
     ]
    }
   ],
   "source": [
    "###R语言的二项分布比例置信区间\n",
    "lower_beta=st.beta.ppf(0.025,445,500-445+1)\n",
    "upper_beta=st.beta.ppf(0.975,445+1,500-445)\n",
    "print('beta分布置信区间的计算结果：[%0.7f,%0.7f]'%(lower_beta,upper_beta))\n",
    "\n",
    "###使用正态分布估计二项分布比例置信区间，效果略好于前者\n",
    "n=500 #总次数\n",
    "X=445 #成功次数\n",
    "z2=st.norm.ppf(0.975)**2 #标准正态分布分位数的平方\n",
    "n_hat=n+z2 #注意双侧置信区间使用0.975分位\n",
    "p_hat=(X+z2/2)/n_hat #成功次数的比例\n",
    "lower_norm=p_hat-st.norm.ppf(0.975)*np.sqrt(p_hat*(1-p_hat)/n_hat) #下限\n",
    "upper_norm=p_hat+st.norm.ppf(0.975)*np.sqrt(p_hat*(1-p_hat)/n_hat) #上限\n",
    "print('\\n标准正态分布置信区间的计算结果：[%0.7f,%0.7f]'%(lower_norm,upper_norm))"
   ]
  },
  {
   "attachments": {
    "3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C6_3.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 示例：\n",
    "![3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C6_3.jpg](attachment:3.%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C6_3.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "二项分布检验结果： 0.88764467759844\n",
      "\n",
      "分布置信区间的计算结果：[0.1097477,0.1806511]\n"
     ]
    }
   ],
   "source": [
    "###很明显，P值远大于0.05，不能拒绝老年人占比14.7%的原假设\n",
    "print('二项分布检验结果：',st.binom_test(57,400,0.147))\n",
    "\n",
    "##置信区间包含了0.147，证明二项分布检验的可靠\n",
    "lower_beta=st.beta.ppf(0.025,57,400-57+1)\n",
    "upper_beta=st.beta.ppf(0.975,57+1,400-57)\n",
    "print('\\n分布置信区间的计算结果：[%0.7f,%0.7f]'%(lower_beta,upper_beta))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
